Results
ggplotly(sim_lu %>%
group_by(Name, position, Salary) %>%
dplyr::summarize(lu = n_distinct(lineup)) %>%
ungroup() %>%
group_by(position) %>%
top_n(10, lu) %>%
ungroup() %>%
arrange(position, desc(lu)) %>%
mutate(Name = factor(Name),
Name = fct_reorder(Name, lu),
pct = round(lu / n_sims, 3) * 100) %>%
ggplot(aes(x = Name, y = pct, fill = Salary,
text = paste(Name, "in", lu, "lineups with", Salary, "salary"))) +
geom_bar(stat = "identity") +
facet_wrap(~position, ncol = 2, scales = "free_y") +
coord_flip() +
scale_fill_viridis_c() +
xlab("") +
ylab("Lineups (thousands)") +
ggtitle("Top 10 Players By Position")) %>%
ggplotly(tooltip = "text")
plyr_lu <- sim_lu %>%
group_by(Name, position) %>%
dplyr::summarize(lu=n_distinct(lineup)) %>%
ungroup()
ggplotly(projections %>%
filter(avg_type=='weighted') %>%
mutate(Name = ifelse(pos=="DST", last_name, paste(first_name, last_name))) %>%
inner_join(fan_duel, by = c("Name", "position")) %>%
select(Name, team, position, points, Salary, sd_pts) %>%
left_join(plyr_lu, by='Name') %>%
replace_na(list(lu=0)) %>%
mutate(lu_bin=ifelse(lu==0, '0 Lineups', '>=1 Lineups'),
lu_5=cut(lu,5, labels = FALSE)) %>%
ggplot(aes(x=Salary, y=points, color=lu_bin, size=sd_pts, text=Name)) +
geom_point() +
theme_minimal() +
scale_color_manual(values = c('red', 'blue'), name="") +
geom_smooth(inherit.aes = FALSE, aes(x=Salary, y=points), method = 'lm') +
ylab('Projected Points') +
xlab('Salary') +
ggtitle('Who makes it into Optimized Lineups?') +
scale_x_continuous(labels=scales::dollar))
lu_df <- sim_lu %>%
group_by(lineup) %>%
dplyr::summarize(lineup_pts=sum(pts_pred),
lineup_sd=sum(sd_pts)) %>%
ungroup()
pto <- psel(lu_df, low(lineup_sd) * high(lineup_pts))
ggplotly(ggplot(lu_df, aes(y=lineup_pts, x=lineup_sd, text = paste0("Lineup: ", lineup))) +
geom_point() +
geom_point(data=pto, size=5) +
ylab('Lineup Points') +
xlab('Lineup Points St Dev') +
ggtitle('Lineup Points vs. Uncertainty',
subtitle = 'Pareto Lineups Bolded'))
psel(lu_df, low(lineup_sd) * high(lineup_pts)) %>%
left_join(sim_lu, by='lineup') %>%
group_by(lineup) %>%
arrange(lineup_pts, position, desc(Salary)) %>%
select(lineup, lineup_pts, lineup_sd, Name, team, position, pts_pred, sd_pts, Salary) %>%
mutate_at(vars(lineup_pts, lineup_sd, pts_pred, sd_pts), function(x) round(x, 2)) %>%
knitr::kable() %>%
kable_styling(fixed_thead = T) %>%
column_spec(1:3, bold=TRUE) %>%
collapse_rows(columns = 1:3, valign = 'top') %>%
scroll_box(height = '700px', width = '100%')
|
lineup
|
lineup_pts
|
lineup_sd
|
Name
|
team
|
position
|
pts_pred
|
sd_pts
|
Salary
|
|
5798
|
130.02
|
3.50
|
Ryan Tannehill
|
TEN
|
QB
|
21.55
|
0.56
|
7500
|
|
Derrick Henry
|
TEN
|
RB
|
19.89
|
0.15
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.10
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
15.88
|
0.34
|
7300
|
|
Stefon Diggs
|
BUF
|
WR
|
14.49
|
0.29
|
7100
|
|
Tyler Boyd
|
CIN
|
WR
|
12.69
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.74
|
0.03
|
5900
|
|
Hunter Henry
|
LAC
|
TE
|
10.01
|
0.68
|
5600
|
|
New York Jets
|
NYJ
|
DST
|
4.66
|
0.70
|
2500
|
|
1428
|
131.13
|
3.71
|
Russell Wilson
|
SEA
|
QB
|
23.76
|
0.70
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
19.03
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
16.18
|
0.34
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
12.65
|
0.40
|
5800
|
|
Stefon Diggs
|
BUF
|
WR
|
13.97
|
0.29
|
7100
|
|
Justin Jefferson
|
MIN
|
WR
|
14.41
|
0.89
|
6600
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.84
|
0.03
|
5900
|
|
Travis Kelce
|
KCC
|
TE
|
14.32
|
0.13
|
7900
|
|
New York Jets
|
NYJ
|
DST
|
4.97
|
0.70
|
2500
|
|
6301
|
131.65
|
3.82
|
Russell Wilson
|
SEA
|
QB
|
24.60
|
0.70
|
8700
|
|
Derrick Henry
|
TEN
|
RB
|
19.95
|
0.15
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.16
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
15.77
|
0.34
|
7300
|
|
Tyler Boyd
|
CIN
|
WR
|
13.34
|
0.52
|
6400
|
|
Marquise Brown
|
BAL
|
WR
|
11.12
|
0.47
|
5900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.81
|
0.03
|
5900
|
|
Hunter Henry
|
LAC
|
TE
|
10.91
|
0.68
|
5600
|
|
New York Jets
|
NYJ
|
DST
|
5.01
|
0.70
|
2500
|
|
8894
|
133.59
|
4.28
|
Russell Wilson
|
SEA
|
QB
|
25.16
|
0.70
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.98
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
15.83
|
0.34
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
13.09
|
0.40
|
5800
|
|
Tyler Lockett
|
SEA
|
WR
|
15.19
|
1.25
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
13.69
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.78
|
0.03
|
5900
|
|
Darren Waller
|
LVR
|
TE
|
13.50
|
0.78
|
6800
|
|
Seattle Seahawks
|
SEA
|
DST
|
6.37
|
0.03
|
3700
|
|
4044
|
134.41
|
4.44
|
Russell Wilson
|
SEA
|
QB
|
23.98
|
0.70
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.82
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
16.22
|
0.34
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
12.45
|
0.40
|
5800
|
|
Tyler Lockett
|
SEA
|
WR
|
17.84
|
1.25
|
7200
|
|
Stefon Diggs
|
BUF
|
WR
|
13.83
|
0.29
|
7100
|
|
Tyler Boyd
|
CIN
|
WR
|
13.95
|
0.52
|
6400
|
|
Hunter Henry
|
LAC
|
TE
|
10.89
|
0.68
|
5600
|
|
Seattle Seahawks
|
SEA
|
DST
|
6.42
|
0.03
|
3700
|
|
9745
|
134.87
|
4.77
|
Russell Wilson
|
SEA
|
QB
|
25.30
|
0.70
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
20.06
|
0.89
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
18.89
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
16.00
|
0.34
|
7300
|
|
Tyler Boyd
|
CIN
|
WR
|
14.32
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.76
|
0.03
|
5900
|
|
Cole Beasley
|
BUF
|
WR
|
10.07
|
0.93
|
5300
|
|
Hunter Henry
|
LAC
|
TE
|
11.50
|
0.68
|
5600
|
|
New Orleans Saints
|
NOS
|
DST
|
6.98
|
0.44
|
3600
|
|
1844
|
134.95
|
4.92
|
Russell Wilson
|
SEA
|
QB
|
24.66
|
0.70
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
19.16
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
16.08
|
0.34
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
12.49
|
0.40
|
5800
|
|
Tyler Lockett
|
SEA
|
WR
|
16.55
|
1.25
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
13.53
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.77
|
0.03
|
5900
|
|
George Kittle
|
SFO
|
TE
|
15.02
|
0.75
|
7700
|
|
New York Jets
|
NYJ
|
DST
|
5.69
|
0.70
|
2500
|
|
6599
|
135.08
|
4.95
|
Russell Wilson
|
SEA
|
QB
|
25.50
|
0.70
|
8700
|
|
Derrick Henry
|
TEN
|
RB
|
20.07
|
0.15
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.31
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
15.74
|
0.34
|
7300
|
|
Tyler Boyd
|
CIN
|
WR
|
13.52
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.76
|
0.03
|
5900
|
|
Cole Beasley
|
BUF
|
WR
|
11.91
|
0.93
|
5300
|
|
Trey Burton
|
IND
|
TE
|
10.94
|
1.25
|
5300
|
|
Detroit Lions
|
DET
|
DST
|
6.33
|
0.80
|
3400
|
|
7981
|
135.19
|
5.06
|
Patrick Mahomes
|
KCC
|
QB
|
28.54
|
1.50
|
9200
|
|
Kareem Hunt
|
CLE
|
RB
|
18.82
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
15.74
|
0.34
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
12.26
|
0.40
|
5800
|
|
Tyler Lockett
|
SEA
|
WR
|
16.83
|
1.25
|
7200
|
|
Marquise Brown
|
BAL
|
WR
|
12.07
|
0.47
|
5900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.78
|
0.03
|
5900
|
|
Travis Kelce
|
KCC
|
TE
|
14.15
|
0.13
|
7900
|
|
New York Jets
|
NYJ
|
DST
|
5.01
|
0.70
|
2500
|
|
6385
|
135.20
|
5.10
|
Russell Wilson
|
SEA
|
QB
|
24.73
|
0.70
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
19.11
|
0.23
|
8200
|
|
David Montgomery
|
CHI
|
RB
|
12.77
|
0.40
|
5800
|
|
Myles Gaskin
|
MIA
|
RB
|
13.74
|
0.99
|
5700
|
|
Davante Adams
|
GBP
|
WR
|
18.38
|
0.78
|
9100
|
|
Tyler Boyd
|
CIN
|
WR
|
13.72
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.81
|
0.03
|
5900
|
|
George Kittle
|
SFO
|
TE
|
14.81
|
0.75
|
7700
|
|
New York Jets
|
NYJ
|
DST
|
6.12
|
0.70
|
2500
|
|
4002
|
135.65
|
5.28
|
Russell Wilson
|
SEA
|
QB
|
24.40
|
0.70
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
20.77
|
0.89
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
19.06
|
0.23
|
8200
|
|
Myles Gaskin
|
MIA
|
RB
|
14.18
|
0.99
|
5700
|
|
Tyler Boyd
|
CIN
|
WR
|
13.51
|
0.52
|
6400
|
|
Marquise Brown
|
BAL
|
WR
|
11.09
|
0.47
|
5900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.77
|
0.03
|
5900
|
|
George Kittle
|
SFO
|
TE
|
15.93
|
0.75
|
7700
|
|
New York Jets
|
NYJ
|
DST
|
4.94
|
0.70
|
2500
|
|
2731
|
135.74
|
Russell Wilson
|
SEA
|
QB
|
25.64
|
0.70
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.98
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
15.81
|
0.34
|
7300
|
|
Giovani Bernard
|
CIN
|
RB
|
13.19
|
1.38
|
5900
|
|
Tyler Lockett
|
SEA
|
WR
|
17.75
|
1.25
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
13.13
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.71
|
0.03
|
5900
|
|
Travis Kelce
|
KCC
|
TE
|
14.37
|
0.13
|
7900
|
|
New York Jets
|
NYJ
|
DST
|
5.17
|
0.70
|
2500
|
|
8302
|
135.96
|
5.29
|
Russell Wilson
|
SEA
|
QB
|
24.73
|
0.70
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
19.22
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
16.06
|
0.34
|
7300
|
|
Myles Gaskin
|
MIA
|
RB
|
13.96
|
0.99
|
5700
|
|
Tyler Lockett
|
SEA
|
WR
|
15.65
|
1.25
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
13.78
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.73
|
0.03
|
5900
|
|
Darren Waller
|
LVR
|
TE
|
13.96
|
0.78
|
6800
|
|
New Orleans Saints
|
NOS
|
DST
|
6.86
|
0.44
|
3600
|
|
5966
|
136.18
|
5.58
|
Russell Wilson
|
SEA
|
QB
|
24.43
|
0.70
|
8700
|
|
Derrick Henry
|
TEN
|
RB
|
20.19
|
0.15
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.79
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
16.16
|
0.34
|
7300
|
|
Tyler Lockett
|
SEA
|
WR
|
16.92
|
1.25
|
7200
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.80
|
0.03
|
5900
|
|
Cole Beasley
|
BUF
|
WR
|
11.39
|
0.93
|
5300
|
|
Trey Burton
|
IND
|
TE
|
10.75
|
1.25
|
5300
|
|
New York Jets
|
NYJ
|
DST
|
5.73
|
0.70
|
2500
|
|
8785
|
136.42
|
5.62
|
Russell Wilson
|
SEA
|
QB
|
25.10
|
0.70
|
8700
|
|
Derrick Henry
|
TEN
|
RB
|
19.95
|
0.15
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.22
|
0.23
|
8200
|
|
Myles Gaskin
|
MIA
|
RB
|
13.48
|
0.99
|
5700
|
|
Tyler Lockett
|
SEA
|
WR
|
16.45
|
1.25
|
7200
|
|
Justin Jefferson
|
MIN
|
WR
|
13.31
|
0.89
|
6600
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.79
|
0.03
|
5900
|
|
Hunter Henry
|
LAC
|
TE
|
10.84
|
0.68
|
5600
|
|
New York Jets
|
NYJ
|
DST
|
6.28
|
0.70
|
2500
|
|
4404
|
136.87
|
5.68
|
Russell Wilson
|
SEA
|
QB
|
24.26
|
0.70
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.87
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
15.70
|
0.34
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
13.07
|
0.40
|
5800
|
|
Davante Adams
|
GBP
|
WR
|
18.93
|
0.78
|
9100
|
|
Tyler Lockett
|
SEA
|
WR
|
16.65
|
1.25
|
7200
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.76
|
0.03
|
5900
|
|
Trey Burton
|
IND
|
TE
|
12.40
|
1.25
|
5300
|
|
New York Jets
|
NYJ
|
DST
|
5.22
|
0.70
|
2500
|
|
1328
|
138.89
|
6.02
|
Patrick Mahomes
|
KCC
|
QB
|
27.10
|
1.50
|
9200
|
|
Derrick Henry
|
TEN
|
RB
|
20.02
|
0.15
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.03
|
0.23
|
8200
|
|
David Montgomery
|
CHI
|
RB
|
12.60
|
0.40
|
5800
|
|
Tyler Lockett
|
SEA
|
WR
|
16.03
|
1.25
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
14.02
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.78
|
0.03
|
5900
|
|
Trey Burton
|
IND
|
TE
|
12.70
|
1.25
|
5300
|
|
New York Jets
|
NYJ
|
DST
|
5.61
|
0.70
|
2500
|
|
3093
|
139.12
|
6.70
|
Patrick Mahomes
|
KCC
|
QB
|
28.89
|
1.50
|
9200
|
|
Kareem Hunt
|
CLE
|
RB
|
19.29
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
16.08
|
0.34
|
7300
|
|
Myles Gaskin
|
MIA
|
RB
|
13.02
|
0.99
|
5700
|
|
Tyler Lockett
|
SEA
|
WR
|
18.07
|
1.25
|
7200
|
|
DeVante Parker
|
MIA
|
WR
|
11.89
|
1.09
|
6100
|
|
Marquise Brown
|
BAL
|
WR
|
11.88
|
0.47
|
5900
|
|
Travis Kelce
|
KCC
|
TE
|
14.17
|
0.13
|
7900
|
|
New York Jets
|
NYJ
|
DST
|
5.82
|
0.70
|
2500
|
|
133
|
139.64
|
7.22
|
Ryan Tannehill
|
TEN
|
QB
|
20.70
|
0.56
|
7500
|
|
Derrick Henry
|
TEN
|
RB
|
20.01
|
0.15
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.19
|
0.23
|
8200
|
|
David Montgomery
|
CHI
|
RB
|
12.74
|
0.40
|
5800
|
|
Tyler Lockett
|
SEA
|
WR
|
15.64
|
1.25
|
7200
|
|
Justin Jefferson
|
MIN
|
WR
|
14.56
|
0.89
|
6600
|
|
Nelson Agholor
|
LVR
|
WR
|
16.14
|
2.29
|
5000
|
|
George Kittle
|
SFO
|
TE
|
15.31
|
0.75
|
7700
|
|
New York Jets
|
NYJ
|
DST
|
5.35
|
0.70
|
2500
|
|
5385
|
140.25
|
8.22
|
Russell Wilson
|
SEA
|
QB
|
25.05
|
0.70
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
19.33
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
15.64
|
0.34
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
12.51
|
0.40
|
5800
|
|
Tyler Lockett
|
SEA
|
WR
|
14.78
|
1.25
|
7200
|
|
Jamison Crowder
|
NYJ
|
WR
|
21.22
|
3.29
|
6300
|
|
Tee Higgins
|
CIN
|
WR
|
12.72
|
1.20
|
6000
|
|
Darren Waller
|
LVR
|
TE
|
12.66
|
0.78
|
6800
|
|
Seattle Seahawks
|
SEA
|
DST
|
6.34
|
0.03
|
3700
|
|
9200
|
140.35
|
8.80
|
Patrick Mahomes
|
KCC
|
QB
|
25.13
|
1.50
|
9200
|
|
Alvin Kamara
|
NOS
|
RB
|
20.39
|
0.89
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
19.31
|
0.23
|
8200
|
|
Myles Gaskin
|
MIA
|
RB
|
13.46
|
0.99
|
5700
|
|
Tyler Lockett
|
SEA
|
WR
|
18.61
|
1.25
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
12.69
|
0.52
|
6400
|
|
Nelson Agholor
|
LVR
|
WR
|
13.19
|
2.29
|
5000
|
|
Hunter Henry
|
LAC
|
TE
|
10.19
|
0.68
|
5600
|
|
New Orleans Saints
|
NOS
|
DST
|
7.39
|
0.44
|
3600
|
|
6293
|
146.16
|
9.01
|
Ryan Tannehill
|
TEN
|
QB
|
21.19
|
0.56
|
7500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.03
|
0.23
|
8200
|
|
Chris Carson
|
SEA
|
RB
|
31.36
|
5.62
|
7600
|
|
Jonathan Taylor
|
IND
|
RB
|
15.64
|
0.34
|
7300
|
|
Justin Jefferson
|
MIN
|
WR
|
14.78
|
0.89
|
6600
|
|
Tyler Boyd
|
CIN
|
WR
|
13.44
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.82
|
0.03
|
5900
|
|
Darren Waller
|
LVR
|
TE
|
12.56
|
0.78
|
6800
|
|
Seattle Seahawks
|
SEA
|
DST
|
6.35
|
0.03
|
3700
|
|
2929
|
146.90
|
12.19
|
Brett Rypien
|
DEN
|
QB
|
34.97
|
8.89
|
6100
|
|
Derrick Henry
|
TEN
|
RB
|
20.12
|
0.15
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.02
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
16.18
|
0.34
|
7300
|
|
Tyler Boyd
|
CIN
|
WR
|
13.21
|
0.52
|
6400
|
|
Tee Higgins
|
CIN
|
WR
|
12.65
|
1.20
|
6000
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.76
|
0.03
|
5900
|
|
Travis Kelce
|
KCC
|
TE
|
14.36
|
0.13
|
7900
|
|
New York Jets
|
NYJ
|
DST
|
4.62
|
0.70
|
2500
|
|
9569
|
148.96
|
13.22
|
Brett Rypien
|
DEN
|
QB
|
38.63
|
8.89
|
6100
|
|
Derrick Henry
|
TEN
|
RB
|
19.69
|
0.15
|
9500
|
|
Alvin Kamara
|
NOS
|
RB
|
18.23
|
0.89
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
18.90
|
0.23
|
8200
|
|
Tyler Boyd
|
CIN
|
WR
|
12.90
|
0.52
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.73
|
0.03
|
5900
|
|
Cole Beasley
|
BUF
|
WR
|
10.87
|
0.93
|
5300
|
|
Hunter Henry
|
LAC
|
TE
|
10.50
|
0.68
|
5600
|
|
Denver Broncos
|
DEN
|
DST
|
7.51
|
0.90
|
3900
|
|
6872
|
151.50
|
14.19
|
Brett Rypien
|
DEN
|
QB
|
38.74
|
8.89
|
6100
|
|
Alvin Kamara
|
NOS
|
RB
|
20.47
|
0.89
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
19.18
|
0.23
|
8200
|
|
David Montgomery
|
CHI
|
RB
|
12.52
|
0.40
|
5800
|
|
Davante Adams
|
GBP
|
WR
|
18.26
|
0.78
|
9100
|
|
Tyler Boyd
|
CIN
|
WR
|
13.54
|
0.52
|
6400
|
|
T.Y. Hilton
|
IND
|
WR
|
11.38
|
0.93
|
5500
|
|
Hunter Henry
|
LAC
|
TE
|
9.80
|
0.68
|
5600
|
|
Los Angeles Chargers
|
LAC
|
DST
|
7.61
|
0.87
|
4300
|
|
273
|
154.13
|
14.77
|
Brett Rypien
|
DEN
|
QB
|
42.15
|
8.89
|
6100
|
|
Derrick Henry
|
TEN
|
RB
|
20.02
|
0.15
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.36
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
15.55
|
0.34
|
7300
|
|
Tyler Lockett
|
SEA
|
WR
|
14.71
|
1.25
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
13.11
|
0.52
|
6400
|
|
James Washington
|
PIT
|
WR
|
10.05
|
1.94
|
5000
|
|
George Kittle
|
SFO
|
TE
|
14.27
|
0.75
|
7700
|
|
New York Jets
|
NYJ
|
DST
|
4.91
|
0.70
|
2500
|
|
9269
|
154.67
|
16.83
|
Brett Rypien
|
DEN
|
QB
|
36.65
|
8.89
|
6100
|
|
Derrick Henry
|
TEN
|
RB
|
19.99
|
0.15
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.12
|
0.23
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
15.84
|
0.34
|
7300
|
|
Tyler Lockett
|
SEA
|
WR
|
15.27
|
1.25
|
7200
|
|
Jamison Crowder
|
NYJ
|
WR
|
18.09
|
3.29
|
6300
|
|
Tee Higgins
|
CIN
|
WR
|
12.60
|
1.20
|
6000
|
|
Darren Waller
|
LVR
|
TE
|
12.89
|
0.78
|
6800
|
|
New York Jets
|
NYJ
|
DST
|
4.22
|
0.70
|
2500
|